Yes. You can, rsmryval.
Once you've deleted a deposit, it will go back to the bank deposit page. From there, you can deposit the payments again.
Let me show you how:
If you're ready to reconcile the transactions, you can check this article: Reconcile.
The Community team is always up to help you.